Scores vs Skip ratios on single-agent task. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

Time(s) and GFLOPs savings of single-agent tasks. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

The source code of LazyAct. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

Win rate vs Skip ratios on multi-agents tasks. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

Visualization on SMAC-25m based on <i>LazyAct</i>. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

Single agent and multi-agents tasks for <i>LazyAct</i>. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

Network architectures for multi-agents task. by Hongjie Zhang (136127)

“…Extensive experimental results indicate that <i>LazyAct</i> reduces the number of inferences by approximately 80% and 40% in single-agent and multi-agents scenarios, respectively, while sustaining comparable policy performance. The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. …”

Trend of total hospital attendance. by Yaw Nyarko Opoku-Boateng (20477302)

“…Month-on-month, antenatal and out-patient utilization decreased by 21,948.21 and 151,342.40, respectively. …”

Trend of outpatient (OPD) consultations. by Yaw Nyarko Opoku-Boateng (20477302)

“…Month-on-month, antenatal and out-patient utilization decreased by 21,948.21 and 151,342.40, respectively. …”

Variables used for the analysis. by Yaw Nyarko Opoku-Boateng (20477302)

“…Month-on-month, antenatal and out-patient utilization decreased by 21,948.21 and 151,342.40, respectively. …”

Trend of PNC attendance over the period. by Yaw Nyarko Opoku-Boateng (20477302)

“…Month-on-month, antenatal and out-patient utilization decreased by 21,948.21 and 151,342.40, respectively. …”

Trend of ANC attendance over the period. by Yaw Nyarko Opoku-Boateng (20477302)

“…Month-on-month, antenatal and out-patient utilization decreased by 21,948.21 and 151,342.40, respectively. …”

Total hospital attendances by specialty. by Yaw Nyarko Opoku-Boateng (20477302)

“…Month-on-month, antenatal and out-patient utilization decreased by 21,948.21 and 151,342.40, respectively. …”

Growth characteristics of <i>A. baumannii</i> strains used in this study. by Techit Thavorasak (13138440)

Subjects:

Minimal inhibitory concentration of antibiotics used in this study. by Techit Thavorasak (13138440)

Subjects:

Protein-protein interaction network of downregulated genes involved in the peptide biosynthetic process (GO:0043043) in the <i>Acinetobacter baumannii smpB</i> mutant. by Techit Thavorasak (13138440)

Subjects:

Percentage survival of <i>Acinetobacter baumannii</i> infected <i>Galleria mellonella.</i> by Techit Thavorasak (13138440)

Subjects:

Irradiation effect on <i>D. melanogaster</i> male longevity. by Flavia Cerasti (21655934)

Subjects:

Protein-protein interaction network of upregulated genes in the <i>Acinetobacter baumannii smpB</i> mutant. by Techit Thavorasak (13138440)

Subjects:

Surface motility assays illustrating the swimming. by Techit Thavorasak (13138440)

Subjects: